The text message arrived late at night: "Hey, it's Olivia. Your dad… he was my dad too. Can we talk?" David stared at the illuminated screen, the words burning into his retinas.

He threw his phone onto the bed, the screen facing down. He felt a sharp, stabbing pain in his gut. He grabbed his stomach, as if to physically contain the turmoil.

He got up and started pacing. The apartment felt too small, too confining. He needed to get out, to be anywhere but here. He grabbed his coat, pulled it on, and stormed out the door, the chill night air doing little to soothe his rising agitation.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229